| 1. |
- Allison, Timothy M., et al.
(författare)
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Complementing machine learning‐based structure predictions with native mass spectrometry
- 2022
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Ingår i: Protein Science. - : John Wiley & Sons. - 0961-8368 .- 1469-896X. ; 31:6
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Tidskriftsartikel (refereegranskat)abstract
- The advent of machine learning-based structure prediction algorithms such as AlphaFold2 (AF2) and RoseTTa Fold have moved the generation of accurate structural models for the entire cellular protein machinery into the reach of the scientific community. However, structure predictions of protein complexes are based on user-provided input and may require experimental validation. Mass spectrometry (MS) is a versatile, time-effective tool that provides information on post-translational modifications, ligand interactions, conformational changes, and higher-order oligomerization. Using three protein systems, we show that native MS experiments can uncover structural features of ligand interactions, homology models, and point mutations that are undetectable by AF2 alone. We conclude that machine learning can be complemented with MS to yield more accurate structural models on a small and large scale.
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| 2. |
- Almqvist, Jonas, et al.
(författare)
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Docking and homology modeling explain inhibition of the human vesicular glutamate transporters
- 2007
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Ingår i: Protein Science. - 0961-8368 .- 1469-896X. ; 16:9, s. 1819-1829
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Tidskriftsartikel (refereegranskat)abstract
- As membrane transporter proteins, VGLUT1-3 mediate the uptake of glutamate into synaptic vesicles at presynaptic nerve terminals of excitatory neural cells. This function is crucial for exocytosis and the role of glutamate as the major excitatory neurotransmitter in the central nervous system. The three transporters, sharing 76% amino acid sequence identity in humans, are highly homologous but differ in regional expression in the brain. Although little is known regarding their three- dimensional structures, hydropathy analysis on these proteins predicts 12 transmembrane segments connected by loops, a topology similar to other members in the major facilitator superfamily, where VGLUT1-3 have been phylogenetically classified. In this work, we present a three- dimensional model for the human VGLUT1 protein based on its distant bacterial homolog in the same superfamily, the glycerol- 3-phosphate transporter from Escherichia coli. This structural model, stable during molecular dynamics simulations in phospholipid bilayers solvated by water, reveals amino acid residues that face its pore and are likely to affect substrate translocation. Docking of VGLUT1 substrates to this pore localizes two different binding sites, to which inhibitors also bind with an overall trend in binding affinity that is in agreement with previously published experimental data.
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| 3. |
- Berbalk, Christoph, et al.
(författare)
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Accuracy analysis of multiple structure alignments
- 2009
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Ingår i: Protein Science. - : Wiley. - 0961-8368 .- 1469-896X. ; 18:10, s. 2027-2035
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Tidskriftsartikel (refereegranskat)abstract
- Protein structure alignment methods are essential for many different challenges in protein science, such as the determination of relations between proteins in the fold space or the analysis and prediction of their biological function. A number of different pairwise and multiple structure alignment (MStA) programs have been developed and provided to the community. Prior knowledge of the expected alignment accuracy is desirable for the user of such tools. To retrieve an estimate of the performance of current structure alignment methods, we compiled a test suite taken from literature and the SISYPHUS database consisting of proteins that are difficult to align. Subsequently, different MStA programs were evaluated regarding alignment correctness and general limitations. The analysis shows that there are large differences in the success between the methods in terms of applicability and correctness. The latter ranges from 44 to 75% correct core positions. Taking only the best method result per test case this number increases to 84%. We conclude that the methods available are applicable to difficult cases, but also that there is still room for improvements in both, practicability and alignment correctness. An approach that combines the currently available methods supported by a proper score would be useful. Until then, a user should not rely on just a single program.
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| 4. |
- De Marothy, Minttu T., et al.
(författare)
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Marginally hydrophobic transmembrane alpha-helices shaping membrane protein folding
- 2015
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Ingår i: Protein Science. - : Wiley. - 0961-8368 .- 1469-896X. ; 24:7, s. 1057-1074
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Forskningsöversikt (refereegranskat)abstract
- Cells have developed an incredible machinery to facilitate the insertion of membrane proteins into the membrane. While we have a fairly good understanding of the mechanism and determinants of membrane integration, more data is needed to understand the insertion of membrane proteins with more complex insertion and folding pathways. This review will focus on marginally hydrophobic transmembrane helices and their influence on membrane protein folding. These weakly hydrophobic transmembrane segments are by themselves not recognized by the translocon and therefore rely on local sequence context for membrane integration. How can such segments reside within the membrane? We will discuss this in the light of features found in the protein itself as well as the environment it resides in. Several characteristics in proteins have been described to influence the insertion of marginally hydrophobic helices. Additionally, the influence of biological membranes is significant. To begin with, the actual cost for having polar groups within the membrane may not be as high as expected; the presence of proteins in the membrane as well as characteristics of some amino acids may enable a transmembrane helix to harbor a charged residue. The lipid environment has also been shown to directly influence the topology as well as membrane boundaries of transmembrane helices-implying a dynamic relationship between membrane proteins and their environment.
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| 5. |
- Elfageih, Rageia, et al.
(författare)
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Cotranslational folding of alkaline phosphatase in the periplasm of Escherichia coli
- 2020
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Ingår i: Protein Science. - : Wiley. - 0961-8368 .- 1469-896X. ; 29:10, s. 2028-2037
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Tidskriftsartikel (refereegranskat)abstract
- Cotranslational protein folding studies using Force Profile Analysis, a method where the SecM translational arrest peptide is used to detect folding-induced forces acting on the nascent polypeptide, have so far been limited mainly to small domains of cytosolic proteins that fold in close proximity to the translating ribosome. In this study, we investigate the cotranslational folding of the periplasmic, disulfide bond-containing Escherichia coli protein alkaline phosphatase (PhoA) in a wild-type strain background and a strain background devoid of the periplasmic thiol: disulfide interchange protein DsbA. We find that folding-induced forces can be transmitted via the nascent chain from the periplasm to the polypeptide transferase center in the ribosome, a distance of similar to 160 angstrom, and that PhoA appears to fold cotranslationally via at least two disulfide-stabilized folding intermediates. Thus, Force Profile Analysis can be used to study cotranslational folding of proteins in an extra-cytosolic compartment, like the periplasm.
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| 6. |
- Hennerdal, Aron, et al.
(författare)
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Internal duplications in alpha-helical membrane protein topologies are common but the nonduplicated forms are rare
- 2010
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Ingår i: Protein Science. - : Wiley. - 0961-8368 .- 1469-896X. ; 19:12, s. 2305-2318
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Tidskriftsartikel (refereegranskat)abstract
- Many alpha-helical membrane proteins contain internal symmetries, indicating that they might have evolved through a gene duplication and fusion event Here, we have characterized internal duplications among membrane proteins of known structure and in three complete genomes We found that the majority of large transmembrane (TM) proteins contain an internal duplication The duplications found showed a large variability both in the number of TM-segments included and in their orientation Surprisingly, an approximately equal number of antiparallel duplications and parallel duplications were found However, of all 11 superfamilies with an internal duplication, only for one, the AcrB Multidrug Efflux Pump, the duplicated unit could be found in its nonduplicated form An evolutionary analysis of the AcrB homologs indicates that several independent fusions have occurred, including the fusion of the SecD and SecF proteins into the 12-TM-protein SecDF in Brucella and Staphylococcus aureus In one additional case, the Vitamin B-12 transporter-like ABC transporters, the protein had undergone an additional fusion to form protein with 20 TM-helices in several bacterial genomes Finally, homologs to all human membrane proteins were used to detect the presence of duplicated and nonduplicated proteins This confirmed that only in rare cases can homologs with different duplication status be found, although internal symmetry is frequent among these proteins One possible explanation is that it is frequent that duplication and fusion events happen simultaneously and that there is almost always a strong selective advantage for the fused form
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| 7. |
- Larsson, Per, et al.
(författare)
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Using multiple templates to improve quality of homology models in automated homology modeling
- 2008
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Ingår i: Protein Science. - : Wiley. - 0961-8368 .- 1469-896X. ; 17:6, s. 990-1002
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Tidskriftsartikel (refereegranskat)abstract
- When researchers build high-quality models of protein structure from sequence homology, it is today common to use several alternative target-template alignments. Several methods can, at least in theory, utilize information from multiple templates, and many examples of improved model quality have been reported. However, to our knowledge, thus far no study has shown that automatic inclusion of multiple alignments is guaranteed to improve models without artifacts. Here, we have carried out a systematic investigation of the potential of multiple templates to improving homology model quality. We have used test sets consisting of targets from both recent CASP experiments and a larger reference set. In addition to Modeller and Nest, a new method (Pfrag) for multiple template-based modeling is used, based on the segment-matching algorithm from Levitt's SegMod program. Our results show that all programs can produce multi-template models better than any of the single-template models, but a large part of the improvement is simply due to extension of the models. Most of the remaining improved cases were produced by Modeller. The most important factor is the existence of high-quality single-sequence input alignments. Because of the existence of models that are worse than any of the top single-template models, the average model quality does not improve significantly. However, by ranking models with a model quality assessment program such as ProQ, the average quality is improved by approximately 5% in the CASP7 test set.
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| 8. |
- Liberles, David A., et al.
(författare)
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The interface of protein structure, protein biophysics, and molecular evolution
- 2012
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Ingår i: Protein Science. - : Wiley. - 0961-8368 .- 1469-896X. ; 21:6, s. 769-785
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Forskningsöversikt (refereegranskat)abstract
- The interface of protein structural biology, protein biophysics, molecular evolution, and molecular population genetics forms the foundations for a mechanistic understanding of many aspects of protein biochemistry. Current efforts in interdisciplinary protein modeling are in their infancy and the state-of-the art of such models is described. Beyond the relationship between amino acid substitution and static protein structure, protein function, and corresponding organismal fitness, other considerations are also discussed. More complex mutational processes such as insertion and deletion and domain rearrangements and even circular permutations should be evaluated. The role of intrinsically disordered proteins is still controversial, but may be increasingly important to consider. Protein geometry and protein dynamics as a deviation from static considerations of protein structure are also important. Protein expression level is known to be a major determinant of evolutionary rate and several considerations including selection at the mRNA level and the role of interaction specificity are discussed. Lastly, the relationship between modeling and needed high-throughput experimental data as well as experimental examination of protein evolution using ancestral sequence resurrection and in vitro biochemistry are presented, towards an aim of ultimately generating better models for biological inference and prediction.
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| 9. |
- Lindgren, Joel, et al.
(författare)
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N-terminal engineering of amyloid-β-binding Affibody molecules yields improved chemical synthesis and higher binding affinity
- 2010
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Ingår i: Protein Science. - : Wiley. - 0961-8368 .- 1469-896X. ; 19:12, s. 2319-2329
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Tidskriftsartikel (refereegranskat)abstract
- The aggregation of amyloid-beta (A beta) peptides is believed to be a major factor in the onset and progression of Alzheimer's disease Molecules binding with high affinity and selectivity to A beta-peptides are important tools for investigating the aggregation process An A beta-binding Affibody molecule, Z(A beta 3), has earlier been selected by phage display and shown to bind A beta(1-40) with nanomolar affinity and to inhibit A beta-peptide aggregation In this study, we create truncated functional versions of the Z(A beta 3) Affibody molecule better suited for chemical synthesis production Engineered Affibody molecules of different length were produced by solid phase peptide synthesis and allowed to form covalently linked homodimers by S-S-bridges The N-terminally truncated Affibody molecules Z(A beta 3)(12-58), Z(A beta 3)(15-58), and Z(A beta 3)(18-58) were produced in considerably higher synthetic yield than the corresponding full-length molecule Z(A beta 3)(1-58) Circular dichroism spectroscopy and surface plasmon resonance-based biosensor analysis showed that the shortest Affibody molecule, Z(A beta 3)(18-58), exhibited complete loss of binding to the A beta(1-40)-peptide, while the Z(A beta 3)(12-58) and Z(A beta 3)(15-58) Affibody molecules both displayed approximately one order of magnitude higher binding affinity to the A beta(1-40)-peptide compared to the full-length Affibody molecule Nuclear magnetic resonance spectroscopy showed that the structure of A beta(1-40) in complex with the truncated Affibody dimers is very similar to the previously published solution structure of the A beta(1-40)-peptide in complex with the full-length Z(A beta 3) Affibody molecule This indicates that the N-terminally truncated Affibody molecules Z(A beta 3)(12-58) and Z(A beta 3)(15-58) are highly promising for further engineering and future use as binding agents to monomeric A beta(1-40)
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| 10. |
- Marani, Paula, et al.
(författare)
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New Escherichia coli outer membrane proteins identified through prediction and experimental verification
- 2006
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Ingår i: Protein Science. - : Wiley. - 0961-8368 .- 1469-896X. ; 15:4, s. 884-889
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Tidskriftsartikel (refereegranskat)abstract
- Many new Escherichia coli outer membrane proteins have recently been identified by proteomics techniques. However, poorly expressed proteins and proteins expressed only under certain conditions may escape detection when wild-type cells are grown under standard conditions. Here, we have taken a complementary approach where candidate outer membrane proteins have been identified by bioinformatics prediction, cloned and overexpressed, and finally localized by cell fractionation experiments. Out of eight predicted outer membrane proteins, we have confirmed the outer membrane localization for five-YftM, YaiO, YfaZ, CsgF, and YliI - and also provide preliminary data indicating that a sixth -YfaL- may be an outer membrane autotransporter.
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